Mobile Gaming Use Cases/Data ScienceData Scientist

Does the matchmaking algorithm produce matches where the predicted win probability is between 40-60% for both teams in at least 80% of ranked matches?

Validate matchmaking algorithm fairness by analyzing the distribution of predicted match outcomes to ensure competitive balance

Metrics & KPIs

Match balance ratepredicted vs actual outcome correlationskill gap distributionplayer satisfaction

Required Data

Match predictionsactual outcomesskill ratingsmatch quality metricsfairness distribution data

Data Sources

TelemetryData Warehouse

Works with tools like

MixpanelAmplitudeGameAnalyticsFirebase AnalyticsdeltaDNASnowflakeBigQueryRedshiftDatabricksClickHouse

How Bruin answers this

Bruin

Bruin AI Data Analyst

Does the matchmaking algorithm produce matches where the predicted win probability is between 40-60% for both teams in at least 80% of ranked matches?

Bruin connects to your Telemetry, Data Warehouse and runs the analysis automatically.

It tracks Match balance rate, predicted vs actual outcome correlation, skill gap distribution and delivers the answer in seconds, in Slack, Discord, Teams, Google Chat, WhatsApp, Telegram, email, or your browser.

Bruin for mobile gaming

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